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Paper Citation Record · LEDGER

Enhancing the Merger Simulation Toolkit with ML/AI

As of 10 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2506.05225.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.05225 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:31:20.835026Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy41
  • unresolved3
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 73b5dc49-9510-403d-9076-103e863204ae · outbound

This paper cites Steven Berry, James Levinsohn, and Ariel Pakes.

Enhancing the Merger Simulation Toolkit with ML/AI Steven Berry, James Levinsohn, and Ariel Pakes

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.461783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.516410Z digest=sha256:c0aff6220511ad4842ecd6ce61294a497bc5e82628c5c21a6dd018aa6da7a37a

Observation 24dfa6d9-1941-472a-8640-1b528214a3b0 · outbound

This paper cites Marine Carrasco, Jean-Pierre Florens, and Eric Renault.

Enhancing the Merger Simulation Toolkit with ML/AI Marine Carrasco, Jean-Pierre Florens, and Eric Renault

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.373510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.682230Z digest=sha256:bc50696ae4293779d1c7e70df3d7cd24220eb302539e9efad6ab32b904025dae

Observation 612aef25-e8f6-46a5-a1fb-2fb7a3eb0fab · outbound

This paper cites Xiaohong Chen.

Enhancing the Merger Simulation Toolkit with ML/AI Xiaohong Chen

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.344199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.692694Z digest=sha256:6b824dae198a32b4e12567e181c979902b80cbed06d4a72e00a057595ef76ae5

Observation 8923f331-b92a-4a36-9c53-dc192bb3d8a1 · outbound

This paper cites Federico Ciliberto, Charles Murry, and Elie Tamer.

Enhancing the Merger Simulation Toolkit with ML/AI Federico Ciliberto, Charles Murry, and Elie Tamer

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.328988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.697116Z digest=sha256:3776da938bf9ba82d0b7998ee9fd64351e3b49346f7c7213b42deab6a60623fa

Observation c53cd28b-47e8-468c-a005-0eda23530573 · outbound

This paper cites Giovanni Compiani.

Enhancing the Merger Simulation Toolkit with ML/AI Giovanni Compiani

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.299985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.706786Z digest=sha256:3fb48a2f9eed99c4d20e9892a12d2124b8a708f8c25f776001b92582b0d0cb9b

Observation 58d1ac52-7985-4e16-a39f-354d4dda7089 · outbound

This paper cites an unresolved cited work.

Enhancing the Merger Simulation Toolkit with ML/AI Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:31:21.254833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.720739Z digest=sha256:4304b006d29e536b5f10573567b206ba8353768b5987a6c2e4cc07ff05991a08

Observation a102e07a-e232-4e7c-b21e-8b89fbbdab67 · outbound

This paper cites Max H Farrell, Tengyuan Liang, and Sanjog Misra.

Enhancing the Merger Simulation Toolkit with ML/AI Max H Farrell, Tengyuan Liang, and Sanjog Misra

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.240054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.726014Z digest=sha256:2c1b16fc0106bb702c044c9994f1095d95742854dd5683393b277843660771c1

Observation 320bf31f-f72c-443e-9ccc-f01cc2033c54 · outbound

This paper cites Deep Learning for Individual Heterogeneity.

Enhancing the Merger Simulation Toolkit with ML/AI Deep Learning for Individual Heterogeneity

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T10:31:20.730747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:31:20.730747Z digest=sha256:9382234970789fe3253b13678b4fb3754046fa163dc7c2c60db2d6f229ce1395

Observation 5d0af120-af98-4ea4-a0c6-9a4eb3087508 · outbound

This paper cites Sture Holm.

Enhancing the Merger Simulation Toolkit with ML/AI Sture Holm

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.224191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.735897Z digest=sha256:5c1521b2a20118dfb54a47fbbae7f3d57967c19e4a9d565470cd5661efb5ae30

Observation 0d6ed8f9-356d-455e-902e-8ae5e2d43d49 · outbound

This paper cites Tetsuya Kaji, Elena Manresa, and Guillaume Pouliot.

Enhancing the Merger Simulation Toolkit with ML/AI Tetsuya Kaji, Elena Manresa, and Guillaume Pouliot

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.178959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.750151Z digest=sha256:35df7769f1db13677abf3d5e7f205ba9a5abd8dff8cad9d4710dbc6a1a527862

Observation c25a748a-30c3-401c-a4d9-1d88e3db7b41 · outbound

This paper cites Pauline Kennedy, Daniel P O’Brien, Minjae Song, and Keith Waehrer.

Enhancing the Merger Simulation Toolkit with ML/AI Pauline Kennedy, Daniel P O’Brien, Minjae Song, and Keith Waehrer

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.164608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.754804Z digest=sha256:cf7ab7564a42ac33da609c8218580b56042509634a30248b415dd797fe10ac67

Observation 53c8289a-4bb3-4ac0-b1ac-760e26b70a6d · outbound

This paper cites Adversarial Generalized Method of Moments.

Enhancing the Merger Simulation Toolkit with ML/AI Adversarial Generalized Method of Moments

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T10:31:20.763714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:31:20.763714Z digest=sha256:a4b3ffb3df93369ad22b7127913b373cc32bab83a78c1d23eaf739545a35c786

Observation f0434106-4506-45cc-9b93-92c5bba2fcf0 · outbound

This paper cites Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Mladen Kolar, and Zhaoran Wang.

Enhancing the Merger Simulation Toolkit with ML/AI Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Mladen Kolar, and Zhaoran Wang

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.132056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.768604Z digest=sha256:dcb27c4d698056d983603032937978ee8e57312b0957673a265ce851c4bee997

Observation 2a597e6a-30a9-44ae-b903-1a13e76c4227 · outbound

This paper cites Nathan Miller and Gloria Sheu.

Enhancing the Merger Simulation Toolkit with ML/AI Nathan Miller and Gloria Sheu

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.115683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.773512Z digest=sha256:879aec54b23e4d0522eab83e999e0ecca9bb0fad7a5af5bec3c1173a70a6ded9

Observation 01e45b4b-e49e-4975-95b9-240a38cd146d · outbound

This paper cites Nathan Miller and Matthew Weinberg.

Enhancing the Merger Simulation Toolkit with ML/AI Nathan Miller and Matthew Weinberg

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.099109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.777761Z digest=sha256:1bd10fb5bd281b825559411fd029752f066d12034e27e658b202b8d36238a54c

Observation edc73f7d-db17-4a2b-bb98-b1ea445902cd · outbound

This paper cites Ross Morrow and Steven Skerlos.

Enhancing the Merger Simulation Toolkit with ML/AI Ross Morrow and Steven Skerlos

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.082381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.782858Z digest=sha256:0a409441decf5457a5a36485275aec63614b93ad494fd4680dd4d5d5366e69d7

Observation a4ae28b7-8d96-47b3-bc42-4374261ffc8f · outbound

This paper cites Robert Porter.

Enhancing the Merger Simulation Toolkit with ML/AI Robert Porter

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.035331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.796589Z digest=sha256:5a3d8b77e3ae55f199c6cd4ec9d2a5cd9423b3d9df06adab612a7fa3081255c4

Observation 58b14c24-cf16-49e3-bc69-c75c8d901191 · outbound

This paper cites Joseph Sill.

Enhancing the Merger Simulation Toolkit with ML/AI Joseph Sill

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.018096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.801353Z digest=sha256:8b0759b57df774dbcfa5fda9755df5c3a7721f4f791272d4a0dcc970882a4417

Observation ae3647c1-1cc8-4c52-992a-e9b7e4fbf87d · outbound

This paper cites Gregory J Werden and Luke M Froeb.

Enhancing the Merger Simulation Toolkit with ML/AI Gregory J Werden and Luke M Froeb

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.968702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.816414Z digest=sha256:8765f36faae75ee913ad56322a8e5c961edfecdddf5b9db102a6f722cacb54b1

Observation f078c01c-1bac-4884-a90a-aef9d7fafd71 · outbound

This paper cites & Org.10 (1994),.

Enhancing the Merger Simulation Toolkit with ML/AI & Org.10 (1994),

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.952721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.820801Z digest=sha256:55cbfa796aa4d295bf97e04266785f791d302e7b17e94f3eb3900a05fed08881

Observation 6d2a0526-195b-4a35-8979-ba13713fb8e4 · outbound

This paper cites Seungil You, David Ding, Kevin Canini, Jan Pfeifer, and Maya Gupta.

Enhancing the Merger Simulation Toolkit with ML/AI Seungil You, David Ding, Kevin Canini, Jan Pfeifer, and Maya Gupta

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.937425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.825087Z digest=sha256:3c68c3fb471a0d756d1c07c32e8ab9232a036af1f6fb15447fcc7f6ab234f79d

Observation 6f344372-b2a0-498d-b100-c36255c9080e · outbound

This paper cites Zhe Yuan and Panle Jia Barwick.

Enhancing the Merger Simulation Toolkit with ML/AI Zhe Yuan and Panle Jia Barwick

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.920388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.830523Z digest=sha256:45fe6a666df2660d740e18b143efc684b5fc29516ca6531e3cb3a46acd6758af

Observation 2fd651ab-ea59-4687-b5be-87d842435f28 · outbound

This paper cites Harold D.

Enhancing the Merger Simulation Toolkit with ML/AI Harold D

Reference 45

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T10:31:20.903584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.835026Z digest=sha256:ff080cb3c7cfb72c0b4ec8a5f118a6266d818e37ea42402cda8721d88e9d725c

Observation 6171fbc5-5e51-441b-917e-2b2b6cedee6e · outbound

This paper cites Han Hong, Aprajit Mahajan, and Denis Nekipelov.

Enhancing the Merger Simulation Toolkit with ML/AI Han Hong, Aprajit Mahajan, and Denis Nekipelov

Reference 1979

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.209321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.740372Z digest=sha256:4f1421e7abf6fcf916c1bc62ba1ba7f8edae245a7bb2c5f225837ac2267f8d20

Observation fc4fb521-90d1-47b2-a446-69f90acb69a5 · outbound

This paper cites Steven T Berry.

Enhancing the Merger Simulation Toolkit with ML/AI Steven T Berry

Reference 1992

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.417911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.534513Z digest=sha256:a8db4cb27540dbb3f2ed57616d7344771334939caa36e04762d4a59901813219

Observation 9b249e15-d994-4b01-b6bc-4755519dfc58 · outbound

This paper cites Steven T Berry.

Enhancing the Merger Simulation Toolkit with ML/AI Steven T Berry

Reference 1993

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.431915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.528210Z digest=sha256:3ee749089a2ae57283408a9f77ba150af678326a4dcb1a42b05e18fffcb7b9c2

Observation 84fdb42e-9aa7-46bb-b532-7686c94442d3 · outbound

This paper cites Steven T.

Enhancing the Merger Simulation Toolkit with ML/AI Steven T

Reference 1994

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.403532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.540278Z digest=sha256:ac251cd3dd5a267fb75839c9c68adb637e0bedc61ded6a213751e3754c7b4476

Observation a67dff50-deb0-49a8-b249-b38a70df7631 · outbound

This paper cites Steven Berry and Ariel Pakes.

Enhancing the Merger Simulation Toolkit with ML/AI Steven Berry and Ariel Pakes

Reference 1995

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.447110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.523119Z digest=sha256:dd9adb928e3c3879b4e0aeb6b9bb43219ee989e92f3058e1b0dc33a6c0ad532e

Observation b9a1322e-0f4d-4250-95c3-103c7f262c14 · outbound

This paper cites Antoine Wehenkel and Gilles Louppe.

Enhancing the Merger Simulation Toolkit with ML/AI Antoine Wehenkel and Gilles Louppe

Reference 1997

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.001741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.806237Z digest=sha256:8ed4f39a60a1edc8ee1df4176484cc6870c0d8e5a228f837740cc14f0f49933b

Observation 3722482c-9d59-42d4-9cca-3e57a87cfe10 · outbound

This paper cites Taisuke Otsu and Martin Pesendorfer.

Enhancing the Merger Simulation Toolkit with ML/AI Taisuke Otsu and Martin Pesendorfer

Reference 2000

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.051467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.792138Z digest=sha256:6c575bc03d47ef4a05e7441249476d805718eac20bd590dd77ba51c8052741b0

Observation a6c65142-fa77-471c-92ed-ef8955732512 · outbound

This paper cites Jose Betancourt, Ali Hortaçsu, Aniko Oery, and Kevin Williams.

Enhancing the Merger Simulation Toolkit with ML/AI Jose Betancourt, Ali Hortaçsu, Aniko Oery, and Kevin Williams

Reference 2006

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.388180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.676402Z digest=sha256:aa7b4b4e5b972eccdf6f1614cda2fe61b8f11d5f954d93a7d7c71d59ed6b920b

Observation a334ba64-abba-4e39-9b64-36f54d9a7344 · outbound

This paper cites Jiafeng Chen, Xiaohong Chen, and Elie Tamer.

Enhancing the Merger Simulation Toolkit with ML/AI Jiafeng Chen, Xiaohong Chen, and Elie Tamer

Reference 2007

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.359047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.687773Z digest=sha256:653a966a444fc5e151ee41715326185b3de276ca3cddf1cac1ba55cb34399907

Observation 6402fc7a-5ce1-4022-a313-639b4ae228c7 · outbound

This paper cites Andrew Bennett and Nathan Kallus.

Enhancing the Merger Simulation Toolkit with ML/AI Andrew Bennett and Nathan Kallus

Reference 2010

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.507549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.496501Z digest=sha256:78255964a44fe53759ab222af0905e460eac6ff92e5e17c8e033888b7dc096b0

Observation 9a784a12-4461-4cd4-a34a-d613b6a11aa7 · outbound

This paper cites Aviv Nevo.

Enhancing the Merger Simulation Toolkit with ML/AI Aviv Nevo

Reference 2011

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.068098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.787535Z digest=sha256:537218ffd1b956cff71ffefcd6e2b793609350c61b660c3c8dd8b06dfc6a264e

Observation df89f6d1-3684-4188-97d2-8302993b1d57 · outbound

This paper cites José Azar, Martin C Schmalz, and Isabel Tecu.

Enhancing the Merger Simulation Toolkit with ML/AI José Azar, Martin C Schmalz, and Isabel Tecu

Reference 2013

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.539215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.486325Z digest=sha256:7dd3236b91b006097ed3334d0bf068794aa5994a56d93f13b989351eefdd7bcd

Observation 7ee2656c-98da-4435-8159-45900c1e9480 · outbound

This paper cites Steven Berry and Panle Jia.

Enhancing the Merger Simulation Toolkit with ML/AI Steven Berry and Panle Jia

Reference 2014

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.477136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.508601Z digest=sha256:60005610c281955f42f1a6202f4f476541e9c07215c61700921d368d315c771a

Observation 8ba55c87-2d6c-4347-90b2-0d0711d963c5 · outbound

This paper cites Harold D.

Enhancing the Merger Simulation Toolkit with ML/AI Harold D

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.193857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.745531Z digest=sha256:5f98627f5e03f2b654f8a38fdd6af32bdce8c04c1ab746c837c3cd56387830f0

Observation 26148094-3ff6-44ab-a2b7-e5cca9819aa2 · outbound

This paper cites Greg Lewis and Vasilis Syrgkanis.

Enhancing the Merger Simulation Toolkit with ML/AI Greg Lewis and Vasilis Syrgkanis

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.148172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.759108Z digest=sha256:8120c17274e37e95f1707baa1a76080694f9228d84a505ffdba803a9a7f6ed3f

Observation 748b85df-6db0-4162-b59d-b17f7f4a0d73 · outbound

This paper cites C Lanier Benkard, Aaron Bodoh-Creed, and John Lazarev.

Enhancing the Merger Simulation Toolkit with ML/AI C Lanier Benkard, Aaron Bodoh-Creed, and John Lazarev

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.522715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.491663Z digest=sha256:d89c00339e34820daf18c3bcadcf1c20544a7c077641d7bcd4fd1a9c15df7588

Observation bbbfb593-fd49-4db9-95fd-ab3600e9428e · outbound

This paper cites Yanhao Wei and Zhenling Jiang.

Enhancing the Merger Simulation Toolkit with ML/AI Yanhao Wei and Zhenling Jiang

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.985387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.811686Z digest=sha256:1efa102fd309e475253adc7e4ca7d8f1fe9bda88be1fe8dacc084d4a7be26a67

Observation 409fca1f-ff38-41dc-b774-5df9eb115d0d · outbound

This paper cites RAND Journal of Economics51, 4 (2020), 1108–1161.

Enhancing the Merger Simulation Toolkit with ML/AI RAND Journal of Economics51, 4 (2020), 1108–1161

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.270119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.716332Z digest=sha256:5ac2b628f043124fc0094519633363c17c08f57607936123035e7e32cacdd75a

Observation 0cefadb4-b6ac-4d14-b26b-08c1575d8742 · outbound

This paper cites Federico Ciliberto and Jonathan W Williams.

Enhancing the Merger Simulation Toolkit with ML/AI Federico Ciliberto and Jonathan W Williams

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.314077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.702120Z digest=sha256:fe362bf86dea96f1c9a3712727be4247262d94aabcab476611d16ab4e6b2c430

Observation 42e5101c-af7a-4746-afc1-dd721cb52533 · outbound

This paper cites Christopher Conlon and Jeff Gortmaker.

Enhancing the Merger Simulation Toolkit with ML/AI Christopher Conlon and Jeff Gortmaker

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.285152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.711637Z digest=sha256:5fcd8e2c4259b3d1d2e84001618305f0a39e36dae0434db1ceed9b843bc4a2d4

Observation 70528c03-2852-41c6-824c-ed6d378ce39c · outbound

This paper cites Steven Berry and Philip Haile.

Enhancing the Merger Simulation Toolkit with ML/AI Steven Berry and Philip Haile

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.492615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.502853Z digest=sha256:40c736bbaa1846b1347862709d33ed4eac90585aace7ab4a4ed881f667343970

Observation 87b82e34-251c-40bf-bee0-95a9088ff641 · outbound

This paper cites Orley C Ashenfelter, Daniel S Hosken, and Matthew C Weinberg.

Enhancing the Merger Simulation Toolkit with ML/AI Orley C Ashenfelter, Daniel S Hosken, and Matthew C Weinberg

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.553635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T10:31:20.481044Z digest=sha256:df801e32086fd8a90b0adf87155bfdd1da37ba96634763eb49d6e47aaccf083b

Pith citing papers

No inbound Pith citation observations are available.